{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1e5c6d4c-ea0f-4e51-bb83-68c82813881b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 引入合适的包\n",
    "import numpy as np\n",
    "import cv2 as cv\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 此句话限制在不同平台生成随机数相同\n",
    "# 以便之后答案的审核\n",
    "np.random.seed(2021)\n",
    "\n",
    "img = cv.imread(\"dog.jpg\", 0)  # 用opencv读入 dog.jpg 灰度图\n",
    "\n",
    "h, w = img.shape  # 获得图像的高h和宽w\n",
    "\n",
    "# 声称噪音图\n",
    "# 1. 噪音图与狗图的结构相同\n",
    "# 2. 每一个噪音值应该为满足标准正态分布的随机值20倍\n",
    "noise = np.random.randn(h, w)*20\n",
    "\n",
    "# 把原图加上噪音构建包含噪音图\n",
    "img_noise = img + noise\n",
    "\n",
    "# 在1个画板上绘制2附子图, 画板高5，宽10\n",
    "# 第1个子图显示原始灰度图\n",
    "# 第2个子图显示噪音灰度图\n",
    "# 2个子图都已灰白色调显示\n",
    "fg,ax=plt.subplots(1, 2, figsize=(5,10))\n",
    "ax[0].imshow(img, cmap='gray')\n",
    "ax[1].imshow(img_noise, cmap='gray')\n",
    "\n",
    "# 调整子图位置\n",
    "# 并以最紧凑模式保存plt.show()对应显示内容到 out.png\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"out.png\", bbox_inches='tight')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
